{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n",
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import random\n",
    "import math\n",
    "import numpy as np\n",
    "import skimage.io\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import tensorflow as tf\n",
    "import coco\n",
    "import utils\n",
    "import model as modellib\n",
    "import visualize\n",
    "from model import log\n",
    "\n",
    "%matplotlib inline \n",
    "\n",
    "# Root directory of the project\n",
    "ROOT_DIR = os.getcwd()\n",
    "\n",
    "# Directory to save logs and trained model\n",
    "MODEL_DIR = os.path.join(ROOT_DIR, \"logs\")\n",
    "\n",
    "# Local path to trained weights file\n",
    "COCO_MODEL_PATH = os.path.join(ROOT_DIR, \"mask_rcnn_coco_humanpose.h5\")\n",
    "# Download COCO trained weights from Releases if needed\n",
    "if not os.path.exists(COCO_MODEL_PATH):\n",
    "    utils.download_trained_weights(COCO_MODEL_PATH)\n",
    "\n",
    "# Directory of images to run detection on\n",
    "COCO_DIR = \"/home/xiaowu/Documents/Mask_RCNN_Humanpose-master/images\"  # TODO: enter you own value here"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading weights from  /home/xiaowu/Documents/Mask_RCNN_Humanpose-master/mask_rcnn_coco_humanpose.h5\n"
     ]
    }
   ],
   "source": [
    "class InferenceConfig(coco.CocoConfig):\n",
    "    GPU_COUNT = 1\n",
    "    IMAGES_PER_GPU = 2\n",
    "    USE_MINI_MASK = True\n",
    "    IMAGE_MIN_DIM = 256\n",
    "    IMAGE_MAX_DIM = 256\n",
    "\n",
    "config = InferenceConfig()\n",
    "\n",
    "# Recreate the model in inference mode\n",
    "model = modellib.MaskRCNN(mode=\"training\", \n",
    "                          config=config,\n",
    "                          model_dir=MODEL_DIR)\n",
    "\n",
    "# Get path to saved weights\n",
    "# Either set a specific path or find last trained weights\n",
    "model_path = COCO_MODEL_PATH\n",
    "# Load trained weights (fill in path to trained weights here)\n",
    "assert model_path != \"\", \"Provide path to trained weights\"\n",
    "print(\"Loading weights from \", model_path)\n",
    "model.load_weights(model_path, by_name=True,exclude=[\"mrcnn_class_logits\", \"mrcnn_bbox_fc\", \n",
    "                                \"mrcnn_bbox\", \"mrcnn_mask\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loading annotations into memory...\n",
      "Done (t=8.00s)\n",
      "creating index...\n",
      "index created!\n",
      "Skeleton: (19, 2)\n",
      "Keypoint names: (17,)\n",
      "Train Keypoints Image Count: 64115\n",
      "Train Keypoints Class Count: 2\n",
      "  0. BG                                                \n",
      "  1. person                                            \n",
      "original_image           shape: (256, 256, 3)         min:    0.00000  max:  255.00000\n",
      "image_meta               shape: (10,)                 min:    0.00000  max: 48252.00000\n",
      "gt_class_id              shape: (2,)                  min:    1.00000  max:    1.00000\n",
      "gt_bbox                  shape: (2, 4)                min:    1.00000  max:  221.00000\n",
      "gt_mask                  shape: (56, 56, 2)           min:    0.00000  max:    1.00000\n",
      "gt_keypoint              shape: (2, 17, 3)            min:    0.00000  max:  221.00000\n",
      "keypoint_shape: (2, 17, 3)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "TypeError",
     "evalue": "compute_ap() missing 4 required positional arguments: 'pred_boxes', 'pred_class_ids', 'pred_scores', and 'pred_masks'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-9-aa4ef101432f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     23\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     24\u001b[0m \u001b[0mvisualize\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdisplay_keypoints\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0moriginal_image\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mgt_bbox\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mgt_keypoint\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mgt_class_id\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mtrain_dataset_keypoints\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclass_names\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 25\u001b[0;31m \u001b[0mAP\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mprecisions\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrecalls\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moverlaps\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mutils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcompute_ap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgt_bbox\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgt_class_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgt_mask\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     26\u001b[0m \u001b[0mvisualize\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot_precision_recall\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mAP\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mprecisions\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrecalls\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTypeError\u001b[0m: compute_ap() missing 4 required positional arguments: 'pred_boxes', 'pred_class_ids', 'pred_scores', and 'pred_masks'"
     ]
    }
   ],
   "source": [
    "# Load dataset\n",
    "assert config.NAME == \"coco\"\n",
    "# Training dataset\n",
    "#load person keypoints dataset\n",
    "train_dataset_keypoints = coco.CocoDataset(task_type=\"person_keypoints\")\n",
    "train_dataset_keypoints.load_coco(COCO_DIR, \"train\")\n",
    "train_dataset_keypoints.prepare() \n",
    "print(\"Train Keypoints Image Count: {}\".format(len(train_dataset_keypoints.image_ids)))\n",
    "print(\"Train Keypoints Class Count: {}\".format(train_dataset_keypoints.num_classes))\n",
    "for i, info in enumerate(train_dataset_keypoints.class_info):\n",
    "    print(\"{:3}. {:50}\".format(i, info['name']))\n",
    "\n",
    "image_id = random.choice(train_dataset_keypoints.image_ids)\n",
    "original_image, image_meta, gt_class_id, gt_bbox, gt_mask, gt_keypoint =\\\n",
    "    modellib.load_image_gt_keypoints(train_dataset_keypoints, config, \n",
    "                           image_id, augment=False,use_mini_mask=config.USE_MINI_MASK)\n",
    "\n",
    "log(\"original_image\", original_image)\n",
    "log(\"image_meta\", image_meta)\n",
    "log(\"gt_class_id\", gt_class_id)\n",
    "log(\"gt_bbox\", gt_bbox)\n",
    "log(\"gt_mask\", gt_mask)\n",
    "log(\"gt_keypoint\", gt_keypoint)\n",
    "\n",
    "visualize.display_keypoints(original_image,gt_bbox,gt_keypoint,gt_class_id,train_dataset_keypoints.class_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.1 Inspect the flipping augument"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Test on a random image\n",
    "image_id = random.choice(train_dataset_keypoints.image_ids)\n",
    "original_image, image_meta, gt_class_id, gt_bbox, gt_mask, gt_keypoint =\\\n",
    "    modellib.load_image_gt_keypoints(train_dataset_keypoints, config, \n",
    "                           image_id, augment=False,use_mini_mask=config.USE_MINI_MASK)\n",
    "\n",
    "log(\"original_image\", original_image)\n",
    "log(\"image_meta\", image_meta)\n",
    "log(\"gt_class_id\", gt_class_id)\n",
    "log(\"gt_bbox\", gt_bbox)\n",
    "log(\"gt_mask\", gt_mask)\n",
    "log(\"gt_keypoint\", gt_keypoint)\n",
    "\n",
    "visualize.display_keypoints(original_image,gt_bbox,gt_keypoint,gt_class_id,train_dataset_keypoints.class_names)\n",
    "if(config.USE_MINI_MASK):\n",
    "    gt_mask = utils.expand_mask(gt_bbox,gt_mask,original_image.shape)\n",
    "visualize.display_instances(original_image, gt_bbox, gt_mask, gt_class_id, \n",
    "                            train_dataset_keypoints.class_names,)\n",
    "\n",
    "original_image_flip, image_meta_flip, gt_class_id_flip, gt_bbox_flip, gt_mask_flip, gt_keypoint_flip =\\\n",
    "    modellib.load_image_gt_keypoints(train_dataset_keypoints, config, \n",
    "                           image_id, augment=True,use_mini_mask=config.USE_MINI_MASK)\n",
    "\n",
    "\n",
    "visualize.display_keypoints(original_image_flip,gt_bbox_flip,gt_keypoint_flip,gt_class_id_flip,train_dataset_keypoints.class_names)\n",
    "if(config.USE_MINI_MASK):\n",
    "    gt_mask_flip = utils.expand_mask(gt_bbox_flip,gt_mask_flip,original_image_flip.shape)\n",
    "visualize.display_instances(original_image_flip, gt_bbox_flip, gt_mask_flip, gt_class_id_flip, \n",
    "                            train_dataset_keypoints.class_names,)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.2 Inspect the DetectionKeypointTargetLayer\n",
    "This layers generated the ground truth keypoint labels and their values are between[0, 56*56).\n",
    "Here we run a sub graph to generated the ground truth target and visulize them to check it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# rois, target_class_ids, target_bbox, target_keypoint, target_keypoint_weight, target_mask\n",
    "train_keypoint_generator = modellib.data_generator_keypoint(train_dataset_keypoints, config, shuffle=True,\n",
    "                                         batch_size=config.BATCH_SIZE)\n",
    "\n",
    "#python 3.* use nexy(generator)\n",
    "inputs,_ = next(train_keypoint_generator)\n",
    "batch_images, batch_image_meta, batch_rpn_match, batch_rpn_bbox, batch_gt_class_ids, \\\n",
    "            batch_gt_boxes, batch_gt_keypoints,batch_gt_masks  = inputs\n",
    "log(\"batch_images\",batch_images)\n",
    "log(\"batch_image_meta\",batch_image_meta)\n",
    "log(\"batch_rpn_match\",batch_rpn_match)\n",
    "log(\"batch_rpn_bbox\",batch_rpn_bbox)\n",
    "log(\"batch_gt_class_ids\",batch_gt_class_ids)\n",
    "log(\"batch_gt_boxes\",batch_gt_boxes)\n",
    "log(\"batch_gt_keypoints\",batch_gt_keypoints)\n",
    "log(\"batch_gt_masks\",batch_gt_masks)\n",
    "\n",
    "rpn = model.run_graph(inputs, [\n",
    "    (\"rois\", model.keras_model.get_layer(\"proposal_targets\").output[0]),\n",
    "    (\"target_class_ids\", model.keras_model.get_layer(\"proposal_targets\").output[1]),\n",
    "    (\"target_bbox\", model.keras_model.get_layer(\"proposal_targets\").output[2]),\n",
    "    (\"target_keypoint_lables\", model.keras_model.get_layer(\"proposal_targets\").output[3]),\n",
    "    (\"target_keypoint_weights\", model.keras_model.get_layer(\"proposal_targets\").output[4]),\n",
    "    (\"target_mask\", model.keras_model.get_layer(\"proposal_targets\").output[5]),\n",
    "])\n",
    "\n",
    "roi = rpn[\"rois\"]\n",
    "target_class_ids = rpn[\"target_class_ids\"]\n",
    "target_bbox = rpn[\"target_bbox\"]\n",
    "target_keypoint_label = rpn[\"target_keypoint_lables\"]\n",
    "target_keypoint_weight = rpn[\"target_keypoint_weights\"]\n",
    "target_mask = rpn[\"target_mask\"]\n",
    "# gt_keypoints = rpn[\"gt_keypoints\"]\n",
    "keypoint_scales = [config.IMAGE_SHAPE[1],config.IMAGE_SHAPE[0],1]\n",
    "# gt_keypoints = keypoint_scales*gt_keypoints\n",
    "log(\"real\")\n",
    "for i in range(config.BATCH_SIZE):\n",
    "    batch_orignal_image = modellib.unmold_image(batch_images[i],config)\n",
    "    visualize.display_image_keypoint_mask(batch_orignal_image,roi[i],target_keypoint_label[i],target_keypoint_weight[i],\n",
    "                                          target_class_ids[i],train_dataset_keypoints.class_names,config=config,iskeypointlabel= True)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.3 Inspect some layers in build_fpn_keypoint_graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "rpn = model.run_graph(inputs, [\n",
    "    (\"mrcnn_keypoint_mask_upsample_1\", model.keras_model.get_layer(\"mrcnn_keypoint_mask_upsample_1\").output),\n",
    "    (\"mrcnn_keypoint_mask_transpose\", model.keras_model.get_layer(\"mrcnn_keypoint_mask_transpose\").output),\n",
    "    (\"mrcnn_keypoint_mask_reshape\", model.keras_model.get_layer(\"mrcnn_keypoint_mask_reshape\").output),\n",
    "])\n",
    "plot.imshow(rpn[\"mrcnn_keypoint_mask_reshape\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.4 Inspect the inner value of keypoint_mrcnn_mask_loss_graph\n",
    "    Before you run this cell, you must uncomment the \"test_mrcnn_mask_loss_graph\" in the model.py(Line 2726-2727) and add it in the output list."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "rpn = model.run_graph(inputs, [\n",
    "    (\"pred_keypoint\", model.keras_model.get_layer(\"pred_keypoint\").output),\n",
    "    (\"target_keypoint\", model.keras_model.get_layer(\"target_keypoint\").output),\n",
    "    (\"target_class_ids_reshape\", model.keras_model.get_layer(\"target_class_ids_reshape\").output),\n",
    "    \n",
    "    (\"pred_keypoint_reshape\", model.keras_model.get_layer(\"pred_keypoint_reshape\").output),\n",
    "    (\"target_keypoint_reshape\", model.keras_model.get_layer(\"target_keypoint_reshape\").output),\n",
    "    (\"positive_pred_keypoint_masks\", model.keras_model.get_layer(\"positive_pred_keypoint_masks\").output),\n",
    "    (\"positive_target_keypoints\", model.keras_model.get_layer(\"positive_target_keypoints\").output),\n",
    "    (\"soft_loss\", model.keras_model.get_layer(\"soft_loss\").output),\n",
    "    (\"positive_loss\", model.keras_model.get_layer(\"positive_loss\").output),\n",
    "    (\"num_valid\", model.keras_model.get_layer(\"num_valid\").output),\n",
    "    (\"keypoint_loss\", model.keras_model.get_layer(\"keypoint_loss\").output),\n",
    "])"
   ]
  }
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